From pilot to production: scaling AI across financial services
Stage: Scale
The challenge is no longer finding another use case. It is scaling the ones that matter.
Financial institutions have accumulated pilots across customer service, fraud, compliance, marketing, operations, software development, risk and employee productivity. But moving from a successful proof of concept to an enterprise capability requires a completely different level of discipline.
Data quality must be addressed. Legacy systems need to connect. Security controls must evolve. Model performance needs continuous monitoring. Employees need new operating models. Governance cannot remain a document sitting outside the technology stack.
FINOVAI 2027 will examine how financial institutions can identify high-value use cases, build the right foundations and create repeatable pathways from experimentation to production — moving beyond “What can AI do?” toward “Where can AI create durable enterprise value, and what does it take to scale it?”